A comparative study of preprocessing mismatch effects in color image based face recognition

Pattern Recognition

Volumn 44, Issue 2, 2011, Pages 412-430

  Choi, Jae Young ^a   Ro, Yong Man ^a   Plataniotis, Konstantinos N ^b  

^a Korea Advanced Institute of Science and Technology (KAIST)   (South Korea)

^b UNIVERSITY OF TORONTO   (Canada)

Author keywords

Color face image; Color space conversion; Color based face recognition; Grayscale conversion; Image compression; Preprocessing mismatch

Indexed keywords

COLOR CONVERSIONS; COLOR IMAGES; COLOR INFORMATION; COLOR PIXELS; COLOR REPRESENTATION; COLOR SPACE CONVERSION; COMPARATIVE STUDIES; FACE DATABASE; FACE IMAGES; FEATURE LEVEL; GRAY SCALE; GRAY-SCALE IMAGES; IMAGE-BASED; LEVEL FUSION; MISMATCH EFFECTS; MONOCHROMATIC IMAGES; PRE-PROCESSING STEP; PREPROCESSING MISMATCH; ROBUST APPROACHES; TRAINING AND TESTING; TRANSMISSION FORMATS;

COLOR IMAGE PROCESSING; EXPERIMENTS; FACE RECOGNITION; IMAGE COMPRESSION; IMAGE ENHANCEMENT; OPTICAL CHARACTER RECOGNITION; SPEECH RECOGNITION;

COLOR;

EID: 77957975397     PISSN: 00313203     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.patcog.2010.08.020     Document Type: Article

References (67)

1. W. Zhao, R. Chellappa, P.J. Phillips, and A. Rosenfeld Face recognition: a literature survey ACM Comput. Surv. 35 4 2003 399 458
2. L. Torres, J.Y. Reutter, L. Lorente, The importance of the color information in face recognition, in: Proc. IEEE Int. Conf. Image Process. (ICIP), 1999.
3. A. Yip, P. Sinha, Role of color in face recognition, Massachusetts Inst. Technol., Cambridge, MA, MIT Tech. Rep. AIM-2001-035 CBCL-212, 2001.
4. F. Tsalakanidou, D. Tzovaras, and M.G. Strintzis Use of depth and color eigenfaces for face recognition Pattern Recognition Lett. 24 9 2003 1427 1435
5. J. Kittler, and M.T. Sadeghi Physics-based decorrelation of image data for decision level fusion in face verification LNCS 2004 354 363
6. M.T. Sadeghi, S. Khoushrou, J. Kittler, Confidence based gating of colour features for face authentication, in: Proc. Int. Workshop on MCS, vol. 4472 of LNCS (2007) 121130.
7. T. Ganapathi, Color image based face recognition, Thesis for Degree of Master of Electrical and Computer Engineering, University of Toronto, 2008.
8. P. Shih, and C. Liu Comparative assessment of content-based face image retrieval in different color spaces Int. J. Pattern Recognition Artif. Intell. 19 7 2005 873 893 (Pubitemid 41643890)
9. P. Shih and C. Liu, Improving the face recognition grand challenge baseline performance using color configurations across color spaces, in: Proc. IEEE Int. Conf. Image Process. (ICIP) (2006).
10. M.T. Sadeghi and J. Kittler, A comparative study of data fusion strategies in face verification, in: Conf. Eur. Signal Process. (2004).
11. S. Gutta et al., Comparative performance evaluation of gray-scale and color information for face recognition tasks, in: Proc. Int. Conf. AVBPA LNCS (2001).
12. Creed F. Jones III, and A.Lynn Abbott Optimization of color conversion for face recognition EURASIP J. Appl. Signal Process. 4 2004 522 529c
13. J. Wang, and C. Liu Color image discriminant models and algorithms for face recognition IEEE Trans. Neural Networks 19 12 2008 2088 2097
14. C. Liu Learning the uncorrelated, independent, and discriminating color spaces for face recognition IEEE Trans. Information Forensics and Security 3 2 2008 213 222
15. Z. Liu, and C. Liu A hybrid color and frequency features method for face recognition IEEE Trans. Image Process. 17 10 2008 1975 1980
16. J.Y. Choi, Y.M. Ro, and K.N. Plataniotis Color face recognition for degraded face images IEEE Trans. Syst. Man Cybern.Part B 39 5 2009 1217 1230
17. M. Rajapakse, J. Tan, J. Rajapakse, Color channel encoding with NMF for face recognition, in: Proc. IEEE Int. Conf. Image Process. (2004).
18. ANSI/NIST-ITL 1-2007, American National Standard for Information Systems "Data Format for the Interchange of Fingerprint, Facial, & Other Biometric Information Part1".
19. InterNational Committee for Information Technology Standards M1/04-0041, Face Recognition format for data interchanges.
20. H. Stokman, and T. Gevers Selection and fusion of color models for image feature detection IEEE Trans. Pattern Anal. Mach. Intell. 29 3 2007 371 381
21. F. Song, D. Zhang, D. Mei, and Z. Guo A multiple maximum scatter difference discriminant criterion for facial feature extraction IEEE Trans. Syst. Man Cybern.Part B 37 6 2007 1599 1606
22. P.J. Phillips, H. Moon, S.A. Rizvi, and P.J. Rauss The FERET evaluation methodology for face recognition algorithms IEEE Trans. Pattern Anal. Mach. Intell. 22 10 2000 1090 1104
23. T. Sim, S. Baker, and M. Bsat The CMU pose, illumination, and expression database IEEE Trans. Pattern Anal. Mach. Intell. 25 12 2003 1615 1618
24. A.M. Martinez, R. Benavente., The AR face database. CVC Technical Report #24, June 1998.
25. B. Moghaddam Principal manifolds and probabilistic subspaces for visual recognition IEEE Trans. Pattern Anal. Mach. Intell. 24 6 2002 780 788
26. ISO/IEC JTC 1/SC 37N, 1511: Proposed Draft Amendment to ISO/IEC 19794-5 Face Image Data on Conditions for Taking Pictures (March 1, 2006).
27. P.J. Grother, R.J. Micheals, P.J. Phillips, Face Recognition Vendor Test 2002 Performance Metrices, in: Proc. Int. Conf. Audio- Video-based Biom. Person Authentication, vol. 2688 of LNCS (2003).
28. A. Jain, K. Nandakumar, and A. Ross Score normalization in multimodal biometric systems Pattern Recognition 38 12 2005 2270 2285
29. C.L. Liu Classifier combination based on confidence transformation Pattern Recognition 38 11 2005 11 28
30. J. Kittler On combining classifiers IEEE Trans. Pattern Anal. Mach. Intell. 20 3 1998 226 239
31. S. Chen, E. Berglund, A. Bigdeli, C. Sanderson, B.C. Lovell, Experimental analysis of face recognition on still and CCTV images, in: Proc. IEEE Int. Conf. Adv. Video Signal Based Surveillance (AVSS) (2008).
32. V. Vetter, T. Zielke, and W.V. Seelen, Integrating face recognition into security systems, in: Proc. LNCS Int'l Conf. on Audio- and Video-Based Biometric Person (1997), 439448.
33. J.Y. Choi, Y.M. Ro, K.N. Plataniotis, Feature subspace determination in video-based mismatched face recognition, in: Proc. IEEE Int. Conf. Autom. Face Gesture Recognition (AFGR) (2008).
34. J.Y. Choi, Y.M. Ro, K.N. Plataniotis, Face annotation for personal photos using context-assisted face recognition, in: Proc. ACM Int. Conf. Multimedia Inform. Retr. (MIR) (2008).
35. N.O. Hare, and A.F. Smeaton Context-aware person identification in personal photo collections IEEE Trans. Multimedia 11 2 2009 220 228
36. M.S. Kankanhalli, and Y. Rui Application potential of multimedia information retrieval Proc. IEEE 96 4 2008 712 720
37. Ramesh Jain, Multimedia information retrieval: watershed events, in: Proc. ACM Int. Conf. Multimedia Inform. Retr. (MIR) (2008).
38. G.K. Wallace The JPEG still picture compression standard Commun. ACM 34 4 1991 30 44
39. M. Zhao, J. Yagnik, H. Adam, D. Bau, Large scale learning and recognition of faces in web videos, in: Proc. IEEE Int. Conf. Automatic Face Gesture Recognition (AFGR) (2008).
40. J. Yagnik, A. Islam, Learning people annotation from the web via consistency learning, in: Proc. ACM Int. Conf. MIR (2007).
41. S. Mukherjee, Z. Chen, A. Gangopadhyay, S. Russell, A secure face recognition system for mobile-devices without the need of decryption, Workshop on Secure Knowledge Management (SKM 2008) (2008).
42. C. Schneider, N. Esau, L. Kleinjohann, B. Kleinjohann, Feature based face localization and recognition on mobile devices, in: Proc. IEEE Int. Conf. ICARCV (2006).
43. Y. Ijiri, M. Sakuragi, S. Lao, Security management for mobile devices by face recognition, in: Proc. IEEE Int. Conf. MDM (2006).
44. Z. Stone, T. Zickler, T. Darrell, Autotagging facebook: social network context improves photo annotation, in: Proc. IEEE Int. Conf. CVPRW. (2008).
45. K. Choi, H. Byun, A collaborative face recognition framework on a social network platform, in: Proc. IEEE Int. Conf. Autom. Face Gesture Recognition (AFGR) (2008).
46. H.T. Yazdi, A.M. Fard, M.R. Akbarzadeh, Cooperative criminal face recognition in distributed web environment, in: Proc. IEEE Int. Conf. AICCSA (2008) 524529.
47. J.Y. Choi, W. De Neve, Y.M. Ro, K.N. Plataniotis, Face annotation for personal photos using collaborative face recognition in online social networks, in: Proc. IEEE Int. Conf. Digital Signal Process. (DSP) (2009).
48. J. Wang, K.N. Plataniotis, J. Lu, and A.N. Venetsanopoulos On solving the face recognition problem with one training sample per subject Pattern Recognition 39 6 2006 1746 1762 (Pubitemid 43867573)
49. J. Lu, M. Thiyagarajah, H. Zhou, Converting A Digital Image From Color To Gray-Scale, U.S. Patent 20080144892, June 19, 2008.
50. M.A. Turk, and A.P. Pentland Eigenfaces for recognition J. Cognitive Neurosci. 3 1 1991 71 86
51. B. Moghaddam, T. Jebara, and A. Pentland Bayesian face recognition Pattern Recognition 33 11 2000 1771 1782
52. P.N. Belhumeur, J.P. Hesphanha, and D.J. Kriegman Eigenfaces vs. fisherfaces: recognition using class specific linear projection IEEE Trans. Pattern Anal. Mach. Intell. 9 7 1997 711 720
53. J. Lu, K.N. Plataniotis, and A.N. Venetsanopoulos Regularized discriminant analysis for the small sample size problem in face recognition Pattern Recognition Lett. 24 16 2003 3079 3087
54. X. Jiang, B. Mandal, and A. Kot Eigenfeatures regularization and extraction in face recognition IEEE Trans. Pattern Anal. Mach. Intell. 30 3 2008 383 394
55. (Online). Available: 〈 http://www.facebook.com 〉.
56. (Online). Available: 〈 http://www.polarrose.com 〉.
57. (Online). Available: 〈 http://www.riya.com 〉.
58. (Online). Available: 〈 http://picasaweb.google.com 〉.
59. I. Haritaoglu, D. Harwood, and L.S. Davis W4: real-time surveillance of people and their activities IEEE Trans. Pattern Anal. Mach. Intell. 22 8 2000 809 830
60. R. Likac, and K.N. Plataniotis Color Image Processing: Methods and Application 2007 CRC New York
61. T.-K. Kim, and J. Kittler Locally linear discriminant analysis for multimodally distributed classes for face recognition with a single model image IEEE Trans. Pattern Anal. Mach. Intell. 27 3 2005 318 327
62. L. Torres, and J. Vila Automatic face recognition for video indexing applications Pattern Recognition 35 1 2002 615 625
63. J. Yang, C. Liu, and L. Zhang Color space normalization: enhancing the discriminating power of color spaces for face recognition Pattern Recognition 35 1 2002 615 625
64. Y. Su, S. Shan, X. Chen, and W. Gao Hierarchical ensemble of global and local classifiers for face recognition IEEE Trans. Image Process. 18 8 2009 1885 1886
65. J. Zou, Q. Ji, and G. Nagy A comparative study of local matching approach for face recognition IEEE Trans. Image Process. 16 10 2007 2617 2628
66. J. Lu, K.N. Plataniotis, and A.N. Venetsanopoulos Face recognition using kernel direct discriminant analysis algorithms IEEE Trans. Neural Networks 14 1 2003 117 126
67. M. Grgic, K. Delac, and S. Grgic SCfacesurveillance cameras face database Multimedia Tools Appl. J. 2009 10.1007/s11042-009-0417-2